T Grzywalski, S Drgas - … Conference on Acoustics, Speech and …, 2019 - ieeexplore.ieee.org
… In this work we proposed U-net-based neural network architectures in which recurrent-convolutional pairs are used at different levels. The obtained result show that the proposed …
… U-Net with a gated recurrent unit and an efficient channel attention mechanism for real-time single-channel speech … Additionally, the U-Netarchitectureuses gated recurrent units (GRU), …
EJ Nustede, J Anemüller - 2021 29th European Signal …, 2021 - ieeexplore.ieee.org
… variational U-Netarchitecture over its classic, non-variational version in signal enhancement … with the variational U-Net compared to the recurrent mask estimation network baseline. …
… The U-Net structure is a well known architecture composed as a convolutional autoencoder … Speechenhancement with lstm recurrent neural networks and its application to noise-robust …
T Grzywalski, S Drgas - Multimedia Tools and Applications, 2022 - Springer
… The recurrentU-netarchitecture was extended in [11], where recurrent layers were added … In the present work, we propose a U-net-based neural network for speechenhancement. In …
HR Guimarães, H Nagano, DW Silva - Expert Systems with Applications, 2020 - Elsevier
… is the proposal of four simple enhancements to the Wave-U-Netarchitecture that contribute to the … and recognition using multi-task learning of long short-term memory recurrent neural …
GW Lee, HK Kim - Applied Sciences, 2020 - mdpi.com
… -based methods, such as the deep recurrent neural network (DRNN), SE generative … based on a multi-task learning U-Net (MTU-Net) architecture to provide a better estimate of the IRM …
JW Hwang, RH Park, HM Park - IEEE Access, 2021 - ieeexplore.ieee.org
… use the LRS2BBC dataset [25] to learn a model that can work robustly in real-world environments. Moreover, we extend the Unet using the proposed Recurrent… our model architecture in …
… Recently speechenhancement auto-encoders with recurrent … In this work, several architectures were tested, including: (1) a pipeline architecture of LSTM-based speechenhancement …